{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8836c414-25d5-4ed3-9041-87109399d8ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/liuanqi/opt/anaconda3/lib/python3.8/site-packages/pandas/core/computation/expressions.py:20: UserWarning: Pandas requires version '2.7.3' or newer of 'numexpr' (version '2.7.1' currently installed).\n",
      "  from pandas.core.computation.check import NUMEXPR_INSTALLED\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib.font_manager import FontProperties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c8775bd9-88e0-4ad8-bd81-958f74292dad",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "with sns.axes_style(\"white\"): \n",
    "    sns.set_style(\"ticks\")         # import sns使得横纵坐标的线加浓加粗\n",
    "    sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d2352f4f-3e99-4523-bdb1-9e73d31ab30a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义字体\n",
    "ttf_path = '/Users/liuanqi/Library/Fonts (Removed)/06-17-2024 19_25_42 GMT+9/Pretendard-Regular.ttf'\n",
    "custom_font = FontProperties(fname=ttf_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a26103c-5a66-4343-80e5-a62e8a9ea667",
   "metadata": {},
   "source": [
    "# objective | Alabama"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fbe82746-b7a5-499a-826e-3e501a76c21a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1584x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label =['Anger','Disgust','Fear','Sadness']\n",
    "AL_nrc_flood = [1.5447,\n",
    "0.9068,\n",
    "0.5854,\n",
    "1.4262,]\n",
    "AL_nrc_flood_yerr = [[0.2137,\n",
    "0.1715,\n",
    "0.1354,\n",
    "0.2114,],[0.2767,\n",
    "0.2108,\n",
    "0.1599,\n",
    "0.256,]]\n",
    "AL_bert_flood = [0.9533,\n",
    "0.6923,\n",
    "0.7073,\n",
    "1.5673,]\n",
    "AL_bert_flood_yerr = [[0.1952,\n",
    "0.1525,\n",
    "0.1957,\n",
    "0.263,],[0.2515,\n",
    "0.1865,\n",
    "0.2504,\n",
    "0.3513,]]\n",
    "\n",
    "AL_nrc_drought = [1.6081,\n",
    "0.7124,\n",
    "0.6738,\n",
    "1.2324,]\n",
    "AL_nrc_drought_yerr = [[0.2069,\n",
    "0.1349,\n",
    "0.1333,\n",
    "0.1768,],[0.2545,\n",
    "0.1608,\n",
    "0.1583,\n",
    "0.2112,]]\n",
    "AL_bert_drought = [1.2562,\n",
    "0.7612,\n",
    "0.9211,\n",
    "1.5968,]\n",
    "AL_bert_drought_yerr = [[0.2133,\n",
    "0.1458,\n",
    "0.2068,\n",
    "0.2493,],[0.2691,\n",
    "0.1763,\n",
    "0.2764,\n",
    "0.3061,]]\n",
    "\n",
    "\n",
    "AL_nrc_covid = [0.6041,\n",
    "1.1293,\n",
    "0.9634,\n",
    "0.913,]\n",
    "AL_nrc_covid_yerr = [[0.0887,\n",
    "0.1293,\n",
    "0.1181,\n",
    "0.1091,],[0.0992,\n",
    "0.146,\n",
    "0.1328,\n",
    "0.1247,]]\n",
    "AL_bert_covid  = [1.0717,\n",
    "1.055,\n",
    "0.7609,\n",
    "0.9402,]\n",
    "AL_bert_covid_yerr = [[0.1412,\n",
    "0.1282,\n",
    "0.1366,\n",
    "0.1287,],[0.1647,\n",
    "0.1458,\n",
    "0.1577,\n",
    "0.1468,]]\n",
    "\n",
    "\n",
    "x = np.arange(0,8,2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(22,7)) \n",
    "\n",
    "ax.errorbar( x-0.75,AL_nrc_flood, yerr=AL_nrc_flood_yerr,fmt='o', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x-0.6, AL_bert_flood,yerr=AL_bert_flood_yerr,fmt='s', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'Bert (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x-0.05,  AL_nrc_drought,yerr=AL_nrc_drought_yerr,fmt='o', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar(  x+0.1,AL_bert_drought,yerr=AL_bert_drought_yerr,fmt='s', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'Bert (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x+0.6, AL_nrc_covid, yerr=AL_nrc_covid_yerr,fmt='o', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'NRCLex (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x+0.75,AL_bert_covid, yerr=AL_bert_covid_yerr,fmt='s', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'Bert (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(x=1., color='black', linestyle='--')\n",
    "plt.axvline(x=3, color='black', linestyle='--')\n",
    "plt.axvline(x=5, color='black', linestyle='--')\n",
    "\n",
    "plt.axvline(x=1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=-1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=7/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=11/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=13/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=17/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=19/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axhline(y=1, color='black', linestyle='-',lw=2)\n",
    "\n",
    "\n",
    "ax.set_xticks(x)\n",
    "#plt.xlim(-1,7)\n",
    "ax.set_xticklabels(label,   fontproperties=custom_font,  fontsize = 45)\n",
    "plt.ylabel('Emotion change ratio',fontproperties=custom_font,  fontsize = 32, )\n",
    "\n",
    "#\n",
    "ax.set_yticks((0.5,1,1.5,2.0,2.5))\n",
    "ax.set_yticklabels(['0.5','1.0','1.5','2.0','2.5'],fontsize=35)\n",
    "plt.ylim(0.32,2.35)\n",
    "ax.grid(axis='y',ls=':',lw=2)\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "#ax.set_xticklabels(['0.2','0.4','0.6','0.8','1','1.2','1.4','1.6','1.8'],fontsize=28)\n",
    "plt.savefig('AL_obj_250109.png',dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f1678a-d11b-44c2-99e7-b2e2da0951b1",
   "metadata": {},
   "source": [
    "# 替换为flood 2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d9f7f2a9-9a2f-4ed4-9f1c-2a9072852071",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1584x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label =['Anger','Disgust','Fear','Sadness']\n",
    "AL_nrc_flood = [1.3735,\n",
    "0.814,\n",
    "0.6292,\n",
    "1.1609,]\n",
    "AL_nrc_flood_yerr = [[0.2362,\n",
    "0.1877,\n",
    "0.1567,\n",
    "0.2114,],[0.3107,\n",
    "0.2283,\n",
    "0.2041,\n",
    "0.2677,]]\n",
    "AL_bert_flood = [1.1948,\n",
    "0.6506,\n",
    "0.931,\n",
    "1.4783,]\n",
    "AL_bert_flood_yerr = [[0.2589,\n",
    "0.1655,\n",
    "0.2643,\n",
    "0.2965,],[0.3476,\n",
    "0.217,\n",
    "0.3607,\n",
    "0.3832,]]\n",
    "\n",
    "AL_nrc_drought = [1.6081,\n",
    "0.7124,\n",
    "0.6738,\n",
    "1.2324,]\n",
    "AL_nrc_drought_yerr = [[0.2069,\n",
    "0.1349,\n",
    "0.1333,\n",
    "0.1768,],[0.2545,\n",
    "0.1608,\n",
    "0.1583,\n",
    "0.2112,]]\n",
    "AL_bert_drought = [1.2562,\n",
    "0.7612,\n",
    "0.9211,\n",
    "1.5968,]\n",
    "AL_bert_drought_yerr = [[0.2133,\n",
    "0.1458,\n",
    "0.2068,\n",
    "0.2493,],[0.2691,\n",
    "0.1763,\n",
    "0.2764,\n",
    "0.3061,]]\n",
    "\n",
    "\n",
    "AL_nrc_covid = [0.6041,\n",
    "1.1293,\n",
    "0.9634,\n",
    "0.913,]\n",
    "AL_nrc_covid_yerr = [[0.0887,\n",
    "0.1293,\n",
    "0.1181,\n",
    "0.1091,],[0.0992,\n",
    "0.146,\n",
    "0.1328,\n",
    "0.1247,]]\n",
    "AL_bert_covid  = [1.0717,\n",
    "1.055,\n",
    "0.7609,\n",
    "0.9402,]\n",
    "AL_bert_covid_yerr = [[0.1412,\n",
    "0.1282,\n",
    "0.1366,\n",
    "0.1287,],[0.1647,\n",
    "0.1458,\n",
    "0.1577,\n",
    "0.1468,]]\n",
    "\n",
    "\n",
    "x = np.arange(0,8,2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(22,7)) \n",
    "\n",
    "ax.errorbar( x-0.75,AL_nrc_flood, yerr=AL_nrc_flood_yerr,fmt='o', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x-0.6, AL_bert_flood,yerr=AL_bert_flood_yerr,fmt='s', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'Bert (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x-0.05,  AL_nrc_drought,yerr=AL_nrc_drought_yerr,fmt='o', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar(  x+0.1,AL_bert_drought,yerr=AL_bert_drought_yerr,fmt='s', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'Bert (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x+0.6, AL_nrc_covid, yerr=AL_nrc_covid_yerr,fmt='o', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'NRCLex (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x+0.75,AL_bert_covid, yerr=AL_bert_covid_yerr,fmt='s', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'Bert (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(x=1., color='black', linestyle='--')\n",
    "plt.axvline(x=3, color='black', linestyle='--')\n",
    "plt.axvline(x=5, color='black', linestyle='--')\n",
    "\n",
    "plt.axvline(x=1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=-1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=7/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=11/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=13/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=17/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=19/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axhline(y=1, color='black', linestyle='-',lw=2)\n",
    "\n",
    "\n",
    "ax.set_xticks(x)\n",
    "#plt.xlim(-1,7)\n",
    "ax.set_xticklabels(label,   fontproperties=custom_font,  fontsize = 45)\n",
    "plt.ylabel('Emotion change ratio',fontproperties=custom_font,  fontsize = 32, )\n",
    "\n",
    "#\n",
    "ax.set_yticks((0.5,1,1.5,2.0,2.5))\n",
    "ax.set_yticklabels(['0.5','1.0','1.5','2.0','2.5'],fontsize=35)\n",
    "plt.ylim(0.32,2.35)\n",
    "ax.grid(axis='y',ls=':',lw=2)\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "#ax.set_xticklabels(['0.2','0.4','0.6','0.8','1','1.2','1.4','1.6','1.8'],fontsize=28)\n",
    "plt.savefig('AL_obj_f2016.png',dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "765cb76b-1aba-4b33-b618-6eb06b1d1d52",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b2e2674-6a4c-4e66-8f3d-d2f8fe5594b7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b108361-29d8-4c58-a87f-b61905918458",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "942af0a0-c42a-46c6-9913-4bcb41b466a2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "912ef3a9-4495-486b-918d-7af588b7a7ee",
   "metadata": {},
   "source": [
    "# objective | Arkansas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1a7ada1b-1a1c-43ab-906b-9d767ba53c09",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1584x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "label =['Anger','Disgust','Fear','Sadness']\n",
    "AL_nrc_flood = [1.2292,\n",
    "0.9818,\n",
    "0.625,\n",
    "0.7234,]\n",
    "AL_nrc_flood_yerr = [[0.3169,\n",
    "0.2485,\n",
    "0.2099,\n",
    "0.2234,],[0.422,\n",
    "0.3225,\n",
    "0.275,\n",
    "0.3044,]]\n",
    "AL_bert_flood = [1.7083,\n",
    "1.2941,\n",
    "0.7143,\n",
    "0.92,]\n",
    "AL_bert_flood_yerr = [[0.4198,\n",
    "0.309,\n",
    "0.2784,\n",
    "0.2836,],[0.5947,\n",
    "0.408,\n",
    "0.4147,\n",
    "0.3925,]]\n",
    "\n",
    "AL_nrc_drought = [1.3636,\n",
    "0.8136,\n",
    "0.8431,\n",
    "0.9434,]\n",
    "AL_nrc_drought_yerr = [[0.3065,\n",
    "0.2075,\n",
    "0.2255,\n",
    "0.2549,],[0.4119,\n",
    "0.2684,\n",
    "0.3027,\n",
    "0.3249,]]\n",
    "AL_bert_drought = [1.5,\n",
    "0.8732,\n",
    "1.1143,\n",
    "1,]\n",
    "AL_bert_drought_yerr = [[0.3551,\n",
    "0.2276,\n",
    "0.3483,\n",
    "0.2769,],[0.5,\n",
    "0.2999,\n",
    "0.5246,\n",
    "0.375,]]\n",
    "\n",
    "AL_nrc_covid = [1.2936,\n",
    "1.031,\n",
    "0.6911,\n",
    "0.6748,]\n",
    "AL_nrc_covid_yerr = [[0.2123,\n",
    "0.1707,\n",
    "0.148,\n",
    "0.151,],[0.2716,\n",
    "0.2079,\n",
    "0.1825,\n",
    "0.1857,]]\n",
    "AL_bert_covid  = [1.3053,\n",
    "0.8291,\n",
    "0.8,\n",
    "0.8646,]\n",
    "AL_bert_covid_yerr = [[0.2453,\n",
    "0.16,\n",
    "0.2149,\n",
    "0.1911,],[0.3197,\n",
    "0.1959,\n",
    "0.2794,\n",
    "0.2388,]]\n",
    "\n",
    "\n",
    "x = np.arange(0,8,2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(22,7)) \n",
    "\n",
    "ax.errorbar( x-0.75,AL_nrc_flood, yerr=AL_nrc_flood_yerr,fmt='o', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x-0.6, AL_bert_flood,yerr=AL_bert_flood_yerr,fmt='s', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'Bert (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x-0.05,  AL_nrc_drought,yerr=AL_nrc_drought_yerr,fmt='o', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar(  x+0.1,AL_bert_drought,yerr=AL_bert_drought_yerr,fmt='s', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'Bert (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x+0.6, AL_nrc_covid, yerr=AL_nrc_covid_yerr,fmt='o', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'NRCLex (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x+0.75,AL_bert_covid, yerr=AL_bert_covid_yerr,fmt='s', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'Bert (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(x=1., color='black', linestyle='--')\n",
    "plt.axvline(x=3, color='black', linestyle='--')\n",
    "plt.axvline(x=5, color='black', linestyle='--')\n",
    "\n",
    "plt.axvline(x=1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=-1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=7/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=11/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=13/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=17/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=19/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axhline(y=1, color='black', linestyle='-',lw=2)\n",
    "\n",
    "\n",
    "ax.set_xticks(x)\n",
    "#plt.xlim(-1,7)\n",
    "ax.set_xticklabels(label,   fontproperties=custom_font,  fontsize = 45)\n",
    "plt.ylabel('Emotion change ratio',  fontproperties=custom_font, fontsize = 32,)\n",
    "\n",
    "\n",
    "ax.set_yticks((0.5,1,1.5,2.0,2.5))\n",
    "ax.set_yticklabels(['0.5','1.0','1.5','2.0','2.5'],fontsize=35)\n",
    "plt.ylim(0.32,2.35)\n",
    "ax.grid(axis='y',ls=':',lw=2)\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "plt.savefig('AR_obj_250109.png',dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "870e7d5c-2f45-4402-adf2-96ea9af48fa2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "dae855a0-fc5d-4272-8955-9b358be59663",
   "metadata": {},
   "source": [
    "# Subjective | Alabama"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2d082e93-f142-4160-9bb7-50d36ffe9d9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1584x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label =['Anger','Disgust','Fear','Sadness']\n",
    "AL_nrc_flood = [1.2688,\n",
    "1.0612,\n",
    "1.1684,\n",
    "1.2045,]\n",
    "AL_nrc_flood_yerr = [[0.2212,\n",
    "0.2097,\n",
    "0.2199,\n",
    "0.2132,],[0.2829,\n",
    "0.2588,\n",
    "0.2732,\n",
    "0.2654,]]\n",
    "AL_bert_flood = [0.9091,\n",
    "1.0864,\n",
    "1.1167,\n",
    "1.0519,]\n",
    "AL_bert_flood_yerr = [[0.215,\n",
    "0.2204,\n",
    "0.2886,\n",
    "0.2284,],[0.2776,\n",
    "0.2716,\n",
    "0.3833,\n",
    "0.301,]]\n",
    "\n",
    "AL_nrc_drought = [1.1765,\n",
    "0.9794,\n",
    "1.0654,\n",
    "1.0962,]\n",
    "AL_nrc_drought_yerr = [[0.2056,\n",
    "0.1908,\n",
    "0.1981,\n",
    "0.1927,],[0.2568,\n",
    "0.2327,\n",
    "0.2464,\n",
    "0.2371,]]\n",
    "AL_bert_drought = [0.9432,\n",
    "1.0294,\n",
    "1.1528,\n",
    "0.9551,]\n",
    "AL_bert_drought_yerr = [[0.2058,\n",
    "0.2011,\n",
    "0.2763,\n",
    "0.2075,],[0.2667,\n",
    "0.2547,\n",
    "0.3657,\n",
    "0.2644,]]\n",
    "\n",
    "\n",
    "AL_nrc_covid = [0.6,\n",
    "1.0998,\n",
    "1.1452,\n",
    "0.9624,]\n",
    "AL_nrc_covid_yerr = [[0.0729,\n",
    "0.0998,\n",
    "0.1058,\n",
    "0.0925,],[0.0776,\n",
    "0.1143,\n",
    "0.1188,\n",
    "0.1013,]]\n",
    "AL_bert_covid  = [0.9054,\n",
    "1.1652,\n",
    "0.9836,\n",
    "0.8,]\n",
    "AL_bert_covid_yerr = [[0.1006,\n",
    "0.1073,\n",
    "0.1282,\n",
    "0.0968,],[0.1128,\n",
    "0.1239,\n",
    "0.1483,\n",
    "0.1048,]]\n",
    "\n",
    "\n",
    "x = np.arange(0,8,2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(22,7)) \n",
    "\n",
    "ax.errorbar( x-0.75,AL_nrc_flood, yerr=AL_nrc_flood_yerr,fmt='o', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x-0.6, AL_bert_flood,yerr=AL_bert_flood_yerr,fmt='s', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'Bert (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x-0.05,  AL_nrc_drought,yerr=AL_nrc_drought_yerr,fmt='o', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar(  x+0.1,AL_bert_drought,yerr=AL_bert_drought_yerr,fmt='s', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'Bert (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x+0.6, AL_nrc_covid, yerr=AL_nrc_covid_yerr,fmt='o', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'NRCLex (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x+0.75,AL_bert_covid, yerr=AL_bert_covid_yerr,fmt='s', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'Bert (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(x=1., color='black', linestyle='--')\n",
    "plt.axvline(x=3, color='black', linestyle='--')\n",
    "plt.axvline(x=5, color='black', linestyle='--')\n",
    "\n",
    "plt.axvline(x=1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=-1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=7/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=11/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=13/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=17/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=19/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axhline(y=1, color='black', linestyle='-',lw=2)\n",
    "\n",
    "\n",
    "ax.set_xticks(x)\n",
    "#plt.xlim(-1,7)\n",
    "ax.set_xticklabels(label,   fontproperties=custom_font,  fontsize = 45)\n",
    "plt.ylabel('Emotion change ratio',fontproperties=custom_font,  fontsize = 32, )\n",
    "\n",
    "#\n",
    "ax.set_yticks((0.5,1,1.5,2.0,2.5))\n",
    "ax.set_yticklabels(['0.5','1.0','1.5','2.0','2.5'],fontsize=35)\n",
    "plt.ylim(0.32,2.35)\n",
    "ax.grid(axis='y',ls=':',lw=2)\n",
    "\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "#ax.set_xticklabels(['0.2','0.4','0.6','0.8','1','1.2','1.4','1.6','1.8'],fontsize=28)\n",
    "plt.savefig('AL_sub_250109.png',dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7679eed-93f8-4eb7-8e9c-b5486fb916a4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1721c8a0-9e0e-45bf-a53a-27dcfe302136",
   "metadata": {},
   "source": [
    "# subjective | Arkansas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0f1dcc26-8ec6-41c2-bf89-2743179d8657",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1584x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label =['Anger','Disgust','Fear','Sadness']\n",
    "AL_nrc_flood = [0.8919,\n",
    "0.9744,\n",
    "1.2791,\n",
    "1.0303,]\n",
    "AL_nrc_flood_yerr = [[0.2872,\n",
    "0.2767,\n",
    "0.3357,\n",
    "0.3094,],[0.4081,\n",
    "0.3694,\n",
    "0.5066,\n",
    "0.4697,]]\n",
    "AL_bert_flood = [0.8235,\n",
    "1.1304,\n",
    "1.12,\n",
    "1.1429,]\n",
    "AL_bert_flood_yerr = [[0.2902,\n",
    "0.3141,\n",
    "0.4057,\n",
    "0.3557,],[0.4179,\n",
    "0.4252,\n",
    "0.6527,\n",
    "0.5357,]]\n",
    "\n",
    "AL_nrc_drought = [0.9194,\n",
    "0.9178,\n",
    "1.2182,\n",
    "1.1552,]\n",
    "AL_nrc_drought_yerr = [[0.2319,\n",
    "0.2136,\n",
    "0.2715,\n",
    "0.2619,],[0.2973,\n",
    "0.2655,\n",
    "0.3532,\n",
    "0.3448,]]\n",
    "AL_bert_drought = [0.8846,\n",
    "1.1449,\n",
    "1.2895,\n",
    "0.8077,]\n",
    "AL_bert_drought_yerr = [[0.2538,\n",
    "0.256,\n",
    "0.3695,\n",
    "0.2363,],[0.3462,\n",
    "0.3372,\n",
    "0.559,\n",
    "0.3227,]]\n",
    "\n",
    "\n",
    "AL_nrc_covid = [0.9508,\n",
    "1,\n",
    "1.1667,\n",
    "1.0367,]\n",
    "AL_nrc_covid_yerr = [[0.1822,\n",
    "0.1633,\n",
    "0.1982,\n",
    "0.1851,],[0.2111,\n",
    "0.1983,\n",
    "0.2508,\n",
    "0.2333,]]\n",
    "AL_bert_covid  = [0.7647,\n",
    "1.0687,\n",
    "1.075,\n",
    "0.7981,]\n",
    "AL_bert_covid_yerr = [[0.1738,\n",
    "0.1832,\n",
    "0.2508,\n",
    "0.1753,],[0.2242,\n",
    "0.2341,\n",
    "0.3313,\n",
    "0.223,]]\n",
    "\n",
    "\n",
    "x = np.arange(0,8,2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(22,7)) \n",
    "\n",
    "ax.errorbar( x-0.75,AL_nrc_flood, yerr=AL_nrc_flood_yerr,fmt='o', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x-0.6, AL_bert_flood,yerr=AL_bert_flood_yerr,fmt='s', ms = 19,color = '#1f78b4', ecolor='#1f78b4',alpha=0.99,elinewidth=3.5,label= 'Bert (Flood)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x-0.05,  AL_nrc_drought,yerr=AL_nrc_drought_yerr,fmt='o', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'NRCLex (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar(  x+0.1,AL_bert_drought,yerr=AL_bert_drought_yerr,fmt='s', ms = 19,color = '#e41a1c', ecolor='#e41a1c',alpha=0.99,elinewidth=3.5,label= 'Bert (Drought)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "ax.errorbar(x+0.6, AL_nrc_covid, yerr=AL_nrc_covid_yerr,fmt='o', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'NRCLex (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "ax.errorbar( x+0.75,AL_bert_covid, yerr=AL_bert_covid_yerr,fmt='s', ms = 19,color = 'k', ecolor='k',alpha=0.99,elinewidth=3.5,label= 'Bert (COVID-19)',\n",
    "            capsize=10,barsabove=2)\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(x=1., color='black', linestyle='--')\n",
    "plt.axvline(x=3, color='black', linestyle='--')\n",
    "plt.axvline(x=5, color='black', linestyle='--')\n",
    "\n",
    "plt.axvline(x=1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=-1/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=7/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=5/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=11/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=13/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=17/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axvline(x=19/3, color='grey', linestyle='--',lw=1)\n",
    "plt.axhline(y=1, color='black', linestyle='-',lw=2)\n",
    "\n",
    "\n",
    "ax.set_xticks(x)\n",
    "#plt.xlim(-1,7)\n",
    "ax.set_xticklabels(label,   fontproperties=custom_font,  fontsize = 45)\n",
    "plt.ylabel('Emotion change ratio',fontproperties=custom_font,  fontsize = 32, )\n",
    "\n",
    "#\n",
    "ax.set_yticks((0.5,1,1.5,2.0,2.5))\n",
    "ax.set_yticklabels(['0.5','1.0','1.5','2.0','2.5'],fontsize=35)\n",
    "plt.ylim(0.32,2.35)\n",
    "ax.grid(axis='y',ls=':',lw=2)\n",
    "\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "#ax.set_xticklabels(['0.2','0.4','0.6','0.8','1','1.2','1.4','1.6','1.8'],fontsize=28)\n",
    "plt.savefig('AR_sub_250109.png',dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d1c16b-7e7d-44bc-9997-ecaf1995369e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90205ca7-bcfe-4289-9fab-92fae957e0ee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81cbd846-0f5e-401f-b749-c1246040686e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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